{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# One Pixel Attack Tutorial\n",
    "## Part 2 - ImageNet\n",
    "\n",
    "### Dan Kondratyuk\n",
    "### March 22, 2018"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Part 1](1_one-pixel-attack-cifar10.ipynb)\n",
    "\n",
    "This time around, we will demonstrate the one pixel attack on ImageNet. The images are 224x224 px in size, with 1000 classes to pick from."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ensure that you have `numpy`, `pandas`, `scipy`, `matplotlib`, `tensorflow-gpu`, and `keras` installed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/hyper/Documents/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:34: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "# Python Libraries\n",
    "%matplotlib inline\n",
    "import pickle\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import keras\n",
    "from keras import backend as K\n",
    "from keras.preprocessing.image import load_img, img_to_array\n",
    "from keras.applications.imagenet_utils import decode_predictions, preprocess_input\n",
    "\n",
    "# Helper functions\n",
    "import helper\n",
    "from attack import PixelAttacker\n",
    "\n",
    "matplotlib.style.use('ggplot')\n",
    "np.random.seed(100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download ImageNet Images"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To begin, we will demonstrate an attack on one image. The code below will download images from the specified URLs and save to the `data` directory. You may also add more ImageNet URLs, which can be obtained from http://image-net.org/download-imageurls."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/imagenet_classes.pkl', 'rb') as f:\n",
    "    class_names = pickle.load(f)\n",
    "word_to_class = {w:i for i,w in enumerate(class_names)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Image URLs given by ImageNet\n",
    "urls = [\n",
    "    'http://farm4.static.flickr.com/3154/2585091536_78f528fdee.jpg',\n",
    "]\n",
    "\n",
    "# Where each file will be saved to\n",
    "filenames = [\n",
    "    'data/balloon.jpg'\n",
    "]\n",
    "\n",
    "# The labels of each corresponding image\n",
    "labels = [\n",
    "    word_to_class['balloon']\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "0.00B [00:00, ?B/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data/balloon.jpg\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "122kB [00:00, 186kB/s]\n"
     ]
    }
   ],
   "source": [
    "# Download all image files\n",
    "for url, filename in zip(urls, filenames):\n",
    "    print('Downloading', filename)\n",
    "    helper.download_from_url(url, filename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what the image looks like. The code below will load an image of a balloon into memory and convert it into a `numpy` array."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "originals = [load_img(filename, target_size=(224, 224)) for filename in filenames] # Load an image in PIL format\n",
    "images = np.array([img_to_array(original) for original in originals]) # Convert the PIL image to a numpy array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f19f24071d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "helper.plot_image(images[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Keras conveniently supplies pretrained weights for several ImageNet models. We will use `MobileNet` (~30 MB). Running the cell below will initiate a download of the model weights if it is not cached already."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = keras.applications.MobileNet()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, predict the image's class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[('n02782093', 'balloon', 0.99706227),\n",
       "  ('n03888257', 'parachute', 0.0022517033),\n",
       "  ('n03720891', 'maraca', 0.00042275584),\n",
       "  ('n03443371', 'goblet', 5.5172597e-05),\n",
       "  ('n04409515', 'tennis_ball', 4.3753058e-05)]]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed_images = preprocess_input(images.copy()) # Prepare the image for the model\n",
    "predictions = model.predict(processed_images) # Get the predicted probabilities for each class\n",
    "label = decode_predictions(predictions) # Convert the probabilities to class labels\n",
    "\n",
    "label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the model correctly predicts `balloon` with 99.7% confidence."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perturb Image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Like before, we can perturb an image by changing the color of one or more pixels. The cell below will modify the center pixel to be yellow. As the images are much larger in size than in Cifar10, this change will be barely noticable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1724143a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pixel = np.array([112, 112, 255, 255, 0]) # pixel = x,y,r,g,b\n",
    "image_perturbed = helper.perturb_image(pixel, images)\n",
    "helper.plot_image(image_perturbed[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what the model now predicts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[('n02782093', 'balloon', 0.99702746),\n",
       "  ('n03888257', 'parachute', 0.0022735342),\n",
       "  ('n03720891', 'maraca', 0.0004294994),\n",
       "  ('n03443371', 'goblet', 5.6977697e-05),\n",
       "  ('n03134739', 'croquet_ball', 4.4471337e-05)]]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preprocessed_perturbed = preprocess_input(image_perturbed.copy())\n",
    "predictions = model.predict(preprocessed_perturbed)\n",
    "label = decode_predictions(predictions)\n",
    "\n",
    "label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model still predicts balloon, but the perturbation did manage to change the confidence slightly."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Attack"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we use differential evolution to conduct the attack to see what percentage of images we can successfully cause the model to misclassify in a reasonable amount of time.\n",
    "\n",
    "It is recommended to use Keras with a GPU enabled. The code below can be used to check (if using TensorFlow)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/job:localhost/replica:0/task:0/device:GPU:0']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Should output /device:GPU:0\n",
    "K.tensorflow_backend._get_available_gpus()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluating mobilenet_1.00_224\n"
     ]
    }
   ],
   "source": [
    "models = [model]\n",
    "\n",
    "test = processed_images, np.array([labels])\n",
    "\n",
    "attacker = PixelAttacker(models, test, class_names, dimensions=(224, 224))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confidence: 0.99635327\n",
      "Confidence: 0.99635327\n",
      "Confidence: 0.996336\n",
      "Confidence: 0.9962914\n",
      "Confidence: 0.9962914\n",
      "Confidence: 0.99625033\n",
      "Confidence: 0.99625033\n",
      "Confidence: 0.99625033\n",
      "Confidence: 0.99625033\n",
      "Confidence: 0.9962244\n",
      "Confidence: 0.9962244\n",
      "Confidence: 0.9962244\n",
      "Confidence: 0.995893\n",
      "Confidence: 0.995893\n",
      "Confidence: 0.995893\n",
      "Confidence: 0.9958299\n",
      "Confidence: 0.9958299\n",
      "Confidence: 0.9955239\n",
      "Confidence: 0.9955239\n",
      "Confidence: 0.9955239\n"
     ]
    }
   ],
   "source": [
    "result = attacker.attack(0, model, maxiter=20, verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this instance, the attack was not successful. The model still correctly predicts balloon. However, the above output shows that the attack does indeed lower the confidence of the model. If we have a larger dataset, we can see more easily how many of the images in the dataset can be attacked successfully."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TODO: Attack with more images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# predictions = model.predict(attack_image)\n",
    "# label = decode_predictions(predictions)\n",
    "# label"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
